Questions: Watch your cholesterol: The mean serum cholesterol level for U.S. adults was 198, with a standard deviation of 39 (the units are milligrams per deciliter). A simple random sample of 106 adults is chosen. Use O Cumulative Normal Distribution Table if needed. Round the answers to at least four decimal places.
Part 1 of 3
(a) What is the probability that the sample mean cholesterol level is greater than 204?
The probability that the sample mean cholesterol level is greater than 204 is.
Transcript text: Watch your cholesterol: The mean serum cholesterol level for U.S. adults was 198, with a standard deviation of 39 (the units are milligrams per deciliter). A simple random sample of 106 adults is chosen. Use $O$ Cumulative Normal Distribution Table if needed. Round the answers to at least four decimal places.
Part 1 of 3
(a) What is the probability that the sample mean cholesterol level is greater than 204?
The probability that the sample mean cholesterol level is greater than 204 is $\square$
Solution
Solution Steps
Step 1: Given Information
The mean serum cholesterol level for U.S. adults is given as \( \mu = 198 \) mg/dL, with a standard deviation of \( \sigma = 39 \) mg/dL. A simple random sample of \( n = 106 \) adults is chosen.
Step 2: Define the Problem
We need to find the probability that the sample mean cholesterol level is greater than \( 204 \) mg/dL. This can be expressed mathematically as:
\[
P(\bar{X} > 204)
\]
Step 3: Calculate the Standard Error
The standard error of the mean (SEM) is calculated using the formula:
\[
\text{SEM} = \frac{\sigma}{\sqrt{n}} = \frac{39}{\sqrt{106}} \approx 3.814
\]
Step 4: Calculate the Z-Score
To find the Z-score corresponding to the sample mean of \( 204 \), we use the formula:
\[
Z = \frac{\bar{X} - \mu}{\text{SEM}} = \frac{204 - 198}{3.814} \approx 1.5839
\]
Step 5: Find the Probability
Using the Z-score, we can find the probability:
\[
P(\bar{X} > 204) = 1 - P(Z < 1.5839) = 1 - \Phi(1.5839)
\]
From the cumulative normal distribution table, we find:
\[
\Phi(1.5839) \approx 0.9434
\]
Thus,
\[
P(\bar{X} > 204) = 1 - 0.9434 = 0.0566
\]
Final Answer
The probability that the sample mean cholesterol level is greater than \( 204 \) mg/dL is
\[
\boxed{0.0566}
\]